Direction, evidence grade, and study type are AI-generated labels (gpt-5-mini), not human-verified. Syntheses are LLM-written. "Tensions" are machine-detected candidates, not confirmed contradictions. A research-acceleration tool, not peer review.
How this is built →
1Distinct papers
1Unique collaborators
1/1OpenAlex citation coverage
Publication span: 2025. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Openalex:
A5033782670
ORCID evidence
No valid ORCID is stored.
Observed aliases (2)
- Denys Rybka (openalex, provider refresh)
- Denys Rybka (openalex, source metadata)
Topics and outcomes in this view
Assessment themes
- Adoption: 1 paper
- Governance: 1 paper
- Labor Markets: 1 paper
- Productivity: 1 paper
Claim outcomes
- Firm Revenue: 1 paper
- Adoption Rate: 1 paper
- Job Displacement: 1 paper
Papers in the OpenAlex view
Latest stored OpenAlex author observations only. Citation counts below are from the same provider and are not combined with other services.
Scroll the table horizontally to see every column.
| Paper | Author evidence | Date | Provider citations |
|---|---|---|---|
| AI automation can pay off in Polish factories: for many medium and large plants, vision-based quality control, cobots, automated packaging and predictive maintenance yield payback in three to five years and positive NPV; the economics hinge on energy prices, integration quality and regulatory settings, and benefits are less clear for smaller firms.openalex | Denys Rybka provider id |
2025-12-20 | 0 |
Citation observation summary
OpenAlex supplied counts for 1 of 1 papers in this view; 0 are missing. The observed paper counts sum to 0 cumulative citations. This is a coverage summary, not an author score or h-index.